search for standard sites
pub-search.waow.tech
search
zig
blog
atproto
add leaflet MCP server
- fastmcp-based server for searching leaflet publications
- tools: search, get_document, find_similar, get_tags, get_stats, get_popular
- prompts: usage_guide, search_tips
- .claude-plugin for marketplace integration
🤖 Generated with [Claude Code](https://claude.com/claude-code)
Co-Authored-By: Claude Opus 4.5 <noreply@anthropic.com>
+2742
+14
mcp/.claude-plugin/marketplace.json
+14
mcp/.claude-plugin/marketplace.json
···
1
+
{
2
+
"name": "leaflet",
3
+
"owner": {
4
+
"name": "zzstoatzz",
5
+
"email": "thrast36@gmail.com"
6
+
},
7
+
"plugins": [
8
+
{
9
+
"name": "leaflet",
10
+
"description": "Search decentralized publications on ATProto - find and retrieve articles, publications, and documents on Leaflet",
11
+
"source": "./"
12
+
}
13
+
]
14
+
}
+18
mcp/.claude-plugin/plugin.json
+18
mcp/.claude-plugin/plugin.json
···
1
+
{
2
+
"name": "leaflet",
3
+
"description": "Search decentralized publications on ATProto - find and retrieve articles, publications, and documents on Leaflet",
4
+
"author": {
5
+
"name": "zzstoatzz",
6
+
"email": "thrast36@gmail.com",
7
+
"url": "https://github.com/zzstoatzz"
8
+
},
9
+
"repository": "https://github.com/zzstoatzz/leaflet-search",
10
+
"keywords": [
11
+
"leaflet",
12
+
"atproto",
13
+
"publications",
14
+
"search",
15
+
"decentralized"
16
+
],
17
+
"mcpServers": "./.mcp.json"
18
+
}
+1
mcp/.gitignore
+1
mcp/.gitignore
···
1
+
__pycache__/
+6
mcp/.mcp.json
+6
mcp/.mcp.json
+70
mcp/README.md
+70
mcp/README.md
···
1
+
# leaflet-mcp
2
+
3
+
MCP server for [Leaflet](https://leaflet.pub) - search decentralized publications on ATProto.
4
+
5
+
## installation
6
+
7
+
```bash
8
+
uv add leaflet-mcp
9
+
```
10
+
11
+
## usage
12
+
13
+
### as a CLI
14
+
15
+
```bash
16
+
leaflet-mcp
17
+
```
18
+
19
+
### with Claude Code
20
+
21
+
Add to your `.claude/settings.json`:
22
+
23
+
```json
24
+
{
25
+
"mcpServers": {
26
+
"leaflet": {
27
+
"command": "uvx",
28
+
"args": ["leaflet-mcp"]
29
+
}
30
+
}
31
+
}
32
+
```
33
+
34
+
## tools
35
+
36
+
- `search(query, tag, limit)` - search documents and publications
37
+
- `get_document(uri)` - get full document content by AT-URI
38
+
- `find_similar(uri, limit)` - find semantically similar documents
39
+
- `get_tags()` - list available tags with counts
40
+
- `get_stats()` - get index statistics
41
+
- `get_popular(limit)` - get popular search queries
42
+
43
+
## example
44
+
45
+
```python
46
+
from fastmcp.client import Client
47
+
from fastmcp.client.transports import SSETransport
48
+
49
+
async with Client(transport=SSETransport("http://localhost:8000/sse")) as client:
50
+
# search for python articles
51
+
results = await client.call_tool("search", {"query": "python"})
52
+
53
+
# get full content of first result
54
+
if results.data:
55
+
doc = await client.call_tool("get_document", {"uri": results.data[0].uri})
56
+
print(doc.data.content)
57
+
```
58
+
59
+
## development
60
+
61
+
```bash
62
+
# install dev dependencies
63
+
uv sync --group dev
64
+
65
+
# run tests
66
+
uv run pytest
67
+
68
+
# format
69
+
uv run ruff format
70
+
```
+71
mcp/pyproject.toml
+71
mcp/pyproject.toml
···
1
+
[project]
2
+
name = "leaflet-mcp"
3
+
dynamic = ["version"]
4
+
description = "MCP server for Leaflet - search decentralized publications on ATProto"
5
+
readme = "README.md"
6
+
authors = [{ name = "zzstoatzz", email = "thrast36@gmail.com" }]
7
+
requires-python = ">=3.10"
8
+
license = "MIT"
9
+
10
+
keywords = ["leaflet", "mcp", "atproto", "publications", "search", "fastmcp"]
11
+
12
+
classifiers = [
13
+
"Development Status :: 3 - Alpha",
14
+
"Intended Audience :: Developers",
15
+
"License :: OSI Approved :: MIT License",
16
+
"Programming Language :: Python :: 3",
17
+
"Programming Language :: Python :: 3.10",
18
+
"Programming Language :: Python :: 3.11",
19
+
"Programming Language :: Python :: 3.12",
20
+
"Programming Language :: Python :: 3.13",
21
+
]
22
+
23
+
dependencies = [
24
+
"fastmcp>=2.0",
25
+
"httpx>=0.28",
26
+
"pdsx",
27
+
]
28
+
29
+
[project.scripts]
30
+
leaflet-mcp = "leaflet_mcp.server:main"
31
+
32
+
[build-system]
33
+
requires = ["hatchling", "uv-dynamic-versioning>=0.7.0"]
34
+
build-backend = "hatchling.build"
35
+
36
+
[tool.hatch.build.targets.wheel]
37
+
packages = ["src/leaflet_mcp"]
38
+
39
+
[tool.hatch.version]
40
+
source = "uv-dynamic-versioning"
41
+
42
+
[tool.uv-dynamic-versioning]
43
+
vcs = "git"
44
+
style = "pep440"
45
+
bump = true
46
+
fallback-version = "0.0.0"
47
+
48
+
[dependency-groups]
49
+
dev = [
50
+
"pytest>=8.3.0",
51
+
"pytest-asyncio>=0.25.0",
52
+
"pytest-sugar",
53
+
"ruff>=0.12.0",
54
+
]
55
+
56
+
[tool.pytest.ini_options]
57
+
asyncio_mode = "auto"
58
+
asyncio_default_fixture_loop_scope = "function"
59
+
pythonpath = ["src"]
60
+
testpaths = ["tests"]
61
+
python_files = ["test_*.py"]
62
+
python_classes = ["Test*"]
63
+
python_functions = ["test_*"]
64
+
65
+
[tool.ruff.lint]
66
+
fixable = ["ALL"]
67
+
ignore = ["COM812"]
68
+
extend-select = ["B", "C4", "I", "PIE", "RUF", "SIM", "UP"]
69
+
70
+
[tool.ruff.lint.per-file-ignores]
71
+
"__init__.py" = ["F401", "I001"]
+5
mcp/src/leaflet_mcp/__init__.py
+5
mcp/src/leaflet_mcp/__init__.py
+50
mcp/src/leaflet_mcp/_types.py
+50
mcp/src/leaflet_mcp/_types.py
···
1
+
"""Type definitions for Leaflet MCP responses."""
2
+
3
+
from typing import Literal
4
+
5
+
from pydantic import BaseModel
6
+
7
+
8
+
class SearchResult(BaseModel):
9
+
"""A search result from the Leaflet API."""
10
+
11
+
type: Literal["article", "looseleaf", "publication"]
12
+
uri: str
13
+
did: str
14
+
title: str
15
+
snippet: str
16
+
createdAt: str = ""
17
+
rkey: str
18
+
basePath: str = ""
19
+
20
+
21
+
class Tag(BaseModel):
22
+
"""A tag with document count."""
23
+
24
+
tag: str
25
+
count: int
26
+
27
+
28
+
class PopularSearch(BaseModel):
29
+
"""A popular search query with count."""
30
+
31
+
query: str
32
+
count: int
33
+
34
+
35
+
class Stats(BaseModel):
36
+
"""Leaflet index statistics."""
37
+
38
+
documents: int
39
+
publications: int
40
+
41
+
42
+
class Document(BaseModel):
43
+
"""Full document content from ATProto."""
44
+
45
+
uri: str
46
+
title: str
47
+
content: str
48
+
createdAt: str = ""
49
+
tags: list[str] = []
50
+
publicationUri: str = ""
+21
mcp/src/leaflet_mcp/client.py
+21
mcp/src/leaflet_mcp/client.py
···
1
+
"""HTTP client for Leaflet search API."""
2
+
3
+
import os
4
+
from contextlib import asynccontextmanager
5
+
from typing import AsyncIterator
6
+
7
+
import httpx
8
+
9
+
# configurable via env var, defaults to production
10
+
LEAFLET_API_URL = os.getenv("LEAFLET_API_URL", "https://leaflet-backend.fly.dev")
11
+
12
+
13
+
@asynccontextmanager
14
+
async def get_http_client() -> AsyncIterator[httpx.AsyncClient]:
15
+
"""Get an async HTTP client for Leaflet API requests."""
16
+
async with httpx.AsyncClient(
17
+
base_url=LEAFLET_API_URL,
18
+
timeout=30.0,
19
+
headers={"Accept": "application/json"},
20
+
) as client:
21
+
yield client
+277
mcp/src/leaflet_mcp/server.py
+277
mcp/src/leaflet_mcp/server.py
···
1
+
"""Leaflet MCP server implementation using fastmcp."""
2
+
3
+
from __future__ import annotations
4
+
5
+
from typing import Any
6
+
7
+
from fastmcp import FastMCP
8
+
9
+
from leaflet_mcp._types import Document, PopularSearch, SearchResult, Stats, Tag
10
+
from leaflet_mcp.client import get_http_client
11
+
12
+
mcp = FastMCP("leaflet")
13
+
14
+
15
+
# -----------------------------------------------------------------------------
16
+
# prompts
17
+
# -----------------------------------------------------------------------------
18
+
19
+
20
+
@mcp.prompt("usage_guide")
21
+
def usage_guide() -> str:
22
+
"""instructions for using leaflet MCP tools."""
23
+
return """\
24
+
# Leaflet MCP server usage guide
25
+
26
+
Leaflet is a decentralized publishing platform on ATProto (the protocol behind Bluesky).
27
+
This MCP server provides search and discovery tools for Leaflet publications.
28
+
29
+
## core tools
30
+
31
+
- `search(query, tag)` - search documents and publications by text or tag
32
+
- `get_document(uri)` - get the full content of a document by its AT-URI
33
+
- `find_similar(uri)` - find documents similar to a given document
34
+
- `get_tags()` - list all available tags with document counts
35
+
- `get_stats()` - get index statistics (document/publication counts)
36
+
- `get_popular()` - see popular search queries
37
+
38
+
## workflow for research
39
+
40
+
1. use `search("your topic")` to find relevant documents
41
+
2. use `get_document(uri)` to retrieve full content of interesting results
42
+
3. use `find_similar(uri)` to discover related content
43
+
44
+
## result types
45
+
46
+
search returns three types of results:
47
+
- **publication**: a collection of articles (like a blog or magazine)
48
+
- **article**: a document that belongs to a publication
49
+
- **looseleaf**: a standalone document not part of a publication
50
+
51
+
## AT-URIs
52
+
53
+
documents are identified by AT-URIs like:
54
+
`at://did:plc:abc123/pub.leaflet.document/xyz789`
55
+
56
+
you can also browse documents on the web at leaflet.pub
57
+
"""
58
+
59
+
60
+
@mcp.prompt("search_tips")
61
+
def search_tips() -> str:
62
+
"""tips for effective searching."""
63
+
return """\
64
+
# Leaflet search tips
65
+
66
+
## text search
67
+
- searches both document titles and content
68
+
- uses FTS5 full-text search with prefix matching
69
+
- the last word gets prefix matching: "cat dog" matches "cat dogs"
70
+
71
+
## tag filtering
72
+
- combine text search with tag filter: `search("python", tag="programming")`
73
+
- use `get_tags()` to discover available tags
74
+
- tags are only applied to documents, not publications
75
+
76
+
## finding related content
77
+
- after finding an interesting document, use `find_similar(uri)`
78
+
- similarity is based on semantic embeddings (voyage-3-lite)
79
+
- great for exploring related topics
80
+
81
+
## browsing by popularity
82
+
- use `get_popular()` to see what others are searching for
83
+
- can inspire new research directions
84
+
"""
85
+
86
+
87
+
# -----------------------------------------------------------------------------
88
+
# tools
89
+
# -----------------------------------------------------------------------------
90
+
91
+
92
+
@mcp.tool
93
+
async def search(
94
+
query: str = "",
95
+
tag: str | None = None,
96
+
limit: int = 20,
97
+
) -> list[SearchResult]:
98
+
"""search leaflet documents and publications.
99
+
100
+
searches the full text of documents (titles and content) and publications.
101
+
results include a snippet showing where the match was found.
102
+
103
+
args:
104
+
query: search query (searches titles and content)
105
+
tag: optional tag to filter by (only applies to documents)
106
+
limit: max results to return (default 20, max 40)
107
+
108
+
returns:
109
+
list of search results with uri, title, snippet, and metadata
110
+
"""
111
+
if not query and not tag:
112
+
return []
113
+
114
+
params: dict[str, Any] = {}
115
+
if query:
116
+
params["q"] = query
117
+
if tag:
118
+
params["tag"] = tag
119
+
120
+
async with get_http_client() as client:
121
+
response = await client.get("/search", params=params)
122
+
response.raise_for_status()
123
+
results = response.json()
124
+
125
+
# apply client-side limit since API returns up to 40
126
+
return [SearchResult(**r) for r in results[:limit]]
127
+
128
+
129
+
@mcp.tool
130
+
async def get_document(uri: str) -> Document:
131
+
"""get the full content of a document by its AT-URI.
132
+
133
+
fetches the complete document from ATProto, including full text content.
134
+
use this after finding documents via search to get the complete text.
135
+
136
+
args:
137
+
uri: the AT-URI of the document (e.g., at://did:plc:.../pub.leaflet.document/...)
138
+
139
+
returns:
140
+
document with full content, title, tags, and metadata
141
+
"""
142
+
# use pdsx to fetch the actual record from ATProto
143
+
try:
144
+
from pdsx._internal.client import create_client
145
+
from pdsx._internal.operations import get_record
146
+
except ImportError as e:
147
+
raise RuntimeError(
148
+
"pdsx is required for fetching full documents. install with: uv add pdsx"
149
+
) from e
150
+
151
+
# extract repo from URI for PDS discovery
152
+
# at://did:plc:xxx/collection/rkey
153
+
parts = uri.replace("at://", "").split("/")
154
+
if len(parts) < 3:
155
+
raise ValueError(f"invalid AT-URI: {uri}")
156
+
157
+
repo = parts[0]
158
+
159
+
async with create_client(repo=repo) as client:
160
+
record = await get_record(client, uri)
161
+
162
+
value = record.value
163
+
# handle both dict and model responses
164
+
if hasattr(value, "model_dump"):
165
+
value = value.model_dump()
166
+
elif hasattr(value, "to_dict"):
167
+
value = value.to_dict()
168
+
169
+
return Document(
170
+
uri=record.uri,
171
+
title=value.get("title", ""),
172
+
content=value.get("content", ""),
173
+
createdAt=value.get("createdAt", ""),
174
+
tags=value.get("tags", []),
175
+
publicationUri=value.get("publication", ""),
176
+
)
177
+
178
+
179
+
@mcp.tool
180
+
async def find_similar(uri: str, limit: int = 5) -> list[SearchResult]:
181
+
"""find documents similar to a given document.
182
+
183
+
uses vector similarity (voyage-3-lite embeddings) to find semantically
184
+
related documents. great for discovering related content after finding
185
+
an interesting document.
186
+
187
+
args:
188
+
uri: the AT-URI of the document to find similar content for
189
+
limit: max similar documents to return (default 5)
190
+
191
+
returns:
192
+
list of similar documents with uri, title, and metadata
193
+
"""
194
+
async with get_http_client() as client:
195
+
response = await client.get("/similar", params={"uri": uri})
196
+
response.raise_for_status()
197
+
results = response.json()
198
+
199
+
return [SearchResult(**r) for r in results[:limit]]
200
+
201
+
202
+
@mcp.tool
203
+
async def get_tags() -> list[Tag]:
204
+
"""list all available tags with document counts.
205
+
206
+
returns tags sorted by document count (most popular first).
207
+
useful for discovering topics and filtering searches.
208
+
209
+
returns:
210
+
list of tags with their document counts
211
+
"""
212
+
async with get_http_client() as client:
213
+
response = await client.get("/tags")
214
+
response.raise_for_status()
215
+
results = response.json()
216
+
217
+
return [Tag(**t) for t in results]
218
+
219
+
220
+
@mcp.tool
221
+
async def get_stats() -> Stats:
222
+
"""get leaflet index statistics.
223
+
224
+
returns:
225
+
document and publication counts
226
+
"""
227
+
async with get_http_client() as client:
228
+
response = await client.get("/stats")
229
+
response.raise_for_status()
230
+
return Stats(**response.json())
231
+
232
+
233
+
@mcp.tool
234
+
async def get_popular(limit: int = 5) -> list[PopularSearch]:
235
+
"""get popular search queries.
236
+
237
+
see what others are searching for on leaflet.
238
+
can inspire new research directions.
239
+
240
+
args:
241
+
limit: max queries to return (default 5)
242
+
243
+
returns:
244
+
list of popular queries with search counts
245
+
"""
246
+
async with get_http_client() as client:
247
+
response = await client.get("/popular")
248
+
response.raise_for_status()
249
+
results = response.json()
250
+
251
+
return [PopularSearch(**p) for p in results[:limit]]
252
+
253
+
254
+
# -----------------------------------------------------------------------------
255
+
# resources
256
+
# -----------------------------------------------------------------------------
257
+
258
+
259
+
@mcp.resource("leaflet://stats")
260
+
async def stats_resource() -> str:
261
+
"""current leaflet index statistics."""
262
+
stats = await get_stats()
263
+
return f"Leaflet index: {stats.documents} documents, {stats.publications} publications"
264
+
265
+
266
+
# -----------------------------------------------------------------------------
267
+
# entrypoint
268
+
# -----------------------------------------------------------------------------
269
+
270
+
271
+
def main() -> None:
272
+
"""run the MCP server."""
273
+
mcp.run()
274
+
275
+
276
+
if __name__ == "__main__":
277
+
main()
mcp/tests/__init__.py
mcp/tests/__init__.py
This is a binary file and will not be displayed.
+162
mcp/tests/test_mcp.py
+162
mcp/tests/test_mcp.py
···
1
+
"""tests for leaflet MCP server."""
2
+
3
+
import pytest
4
+
from mcp.types import TextContent
5
+
6
+
from fastmcp.client import Client
7
+
from fastmcp.client.transports import FastMCPTransport
8
+
9
+
from leaflet_mcp._types import Document, PopularSearch, SearchResult, Stats, Tag
10
+
from leaflet_mcp.server import mcp
11
+
12
+
13
+
class TestTypes:
14
+
"""tests for type definitions."""
15
+
16
+
def test_search_result(self):
17
+
"""SearchResult can be constructed."""
18
+
r = SearchResult(
19
+
type="article",
20
+
uri="at://did:plc:abc/pub.leaflet.document/123",
21
+
did="did:plc:abc",
22
+
title="test article",
23
+
snippet="this is a test...",
24
+
createdAt="2025-01-01T00:00:00Z",
25
+
rkey="123",
26
+
basePath="/blog",
27
+
)
28
+
assert r.type == "article"
29
+
assert r.uri == "at://did:plc:abc/pub.leaflet.document/123"
30
+
assert r.title == "test article"
31
+
32
+
def test_search_result_looseleaf(self):
33
+
"""SearchResult supports looseleaf type."""
34
+
r = SearchResult(
35
+
type="looseleaf",
36
+
uri="at://did:plc:abc/pub.leaflet.document/456",
37
+
did="did:plc:abc",
38
+
title="standalone doc",
39
+
snippet="no publication...",
40
+
rkey="456",
41
+
)
42
+
assert r.type == "looseleaf"
43
+
assert r.basePath == ""
44
+
45
+
def test_search_result_publication(self):
46
+
"""SearchResult supports publication type."""
47
+
r = SearchResult(
48
+
type="publication",
49
+
uri="at://did:plc:abc/pub.leaflet.publication/789",
50
+
did="did:plc:abc",
51
+
title="my blog",
52
+
snippet="a personal blog...",
53
+
rkey="789",
54
+
basePath="/blog",
55
+
)
56
+
assert r.type == "publication"
57
+
58
+
def test_tag(self):
59
+
"""Tag can be constructed."""
60
+
t = Tag(tag="python", count=42)
61
+
assert t.tag == "python"
62
+
assert t.count == 42
63
+
64
+
def test_popular_search(self):
65
+
"""PopularSearch can be constructed."""
66
+
p = PopularSearch(query="rust async", count=100)
67
+
assert p.query == "rust async"
68
+
assert p.count == 100
69
+
70
+
def test_stats(self):
71
+
"""Stats can be constructed."""
72
+
s = Stats(documents=1000, publications=50)
73
+
assert s.documents == 1000
74
+
assert s.publications == 50
75
+
76
+
def test_document(self):
77
+
"""Document can be constructed with full content."""
78
+
d = Document(
79
+
uri="at://did:plc:abc/pub.leaflet.document/123",
80
+
title="full article",
81
+
content="this is the full content of the article...",
82
+
createdAt="2025-01-01T00:00:00Z",
83
+
tags=["python", "tutorial"],
84
+
publicationUri="at://did:plc:abc/pub.leaflet.publication/blog",
85
+
)
86
+
assert d.uri == "at://did:plc:abc/pub.leaflet.document/123"
87
+
assert "full content" in d.content
88
+
assert "python" in d.tags
89
+
90
+
91
+
class TestMcpServerImports:
92
+
"""tests for MCP server module imports."""
93
+
94
+
def test_mcp_server_imports(self):
95
+
"""mcp server can be imported without errors."""
96
+
from leaflet_mcp import mcp
97
+
98
+
assert mcp.name == "leaflet"
99
+
100
+
def test_exports(self):
101
+
"""all expected exports are available."""
102
+
from leaflet_mcp import main, mcp
103
+
104
+
assert mcp is not None
105
+
assert main is not None
106
+
assert callable(main)
107
+
108
+
109
+
class TestMcpServerRegistration:
110
+
"""tests for MCP server tool/prompt/resource registration."""
111
+
112
+
@pytest.fixture
113
+
def client(self):
114
+
"""Create a FastMCP client for testing."""
115
+
return Client(transport=FastMCPTransport(mcp))
116
+
117
+
async def test_list_tools(self, client):
118
+
"""verify all expected tools are registered."""
119
+
async with client:
120
+
tools = await client.list_tools()
121
+
122
+
tool_names = {t.name for t in tools}
123
+
expected = {"search", "get_document", "find_similar", "get_tags", "get_stats", "get_popular"}
124
+
assert expected == tool_names
125
+
126
+
async def test_list_prompts(self, client):
127
+
"""verify prompts are registered."""
128
+
async with client:
129
+
prompts = await client.list_prompts()
130
+
131
+
prompt_names = {p.name for p in prompts}
132
+
assert "usage_guide" in prompt_names
133
+
assert "search_tips" in prompt_names
134
+
135
+
async def test_list_resources(self, client):
136
+
"""verify resources are registered."""
137
+
async with client:
138
+
resources = await client.list_resources()
139
+
140
+
resource_uris = {str(r.uri) for r in resources}
141
+
assert "leaflet://stats" in resource_uris
142
+
143
+
async def test_usage_guide_prompt_content(self, client):
144
+
"""usage_guide prompt returns helpful content."""
145
+
async with client:
146
+
result = await client.get_prompt("usage_guide")
147
+
148
+
assert len(result.messages) > 0
149
+
content = result.messages[0].content
150
+
assert isinstance(content, TextContent)
151
+
assert "Leaflet" in content.text
152
+
assert "search" in content.text
153
+
154
+
async def test_search_tips_prompt_content(self, client):
155
+
"""search_tips prompt returns helpful content."""
156
+
async with client:
157
+
result = await client.get_prompt("search_tips")
158
+
159
+
assert len(result.messages) > 0
160
+
content = result.messages[0].content
161
+
assert isinstance(content, TextContent)
162
+
assert "search" in content.text.lower()
+2047
mcp/uv.lock
+2047
mcp/uv.lock
···
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1971
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1983
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1984
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1985
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1986
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1987
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1988
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1989
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1990
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1991
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1992
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1993
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1994
+
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1995
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1996
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1997
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1998
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1999
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2000
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2001
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2002
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2003
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2004
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2005
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2006
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2007
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2008
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2009
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2010
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2011
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2012
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2013
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2014
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2015
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2016
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2017
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2018
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2019
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2020
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2021
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2022
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2023
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2024
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2025
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2026
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2027
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2028
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2029
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