Redmine MCP Server: Give AI Agents Live Project Data
An open-source MCP server for Redmine. 51 tools, OAuth2, read-only mode, and a live triage board.
August 08, 2026 · 8 min
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Cross-Document Retrieval for AI Agents Without a Vector Database
BM25 scores don't compare across documents. Ranks do. Fusing 100 PDFs into one hit list.
Latest — recent dispatches
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A Knowledge Base Is Just a Folder
No pipeline, no vector store. Topic folders, a warm habit, a generated catalog, honest coverage.
August 01, 2026 · 10 min
AI Agent Cloudflare 403: Two Libraries That Fix It and Cut Tokens 90%
Two Python libraries fix the 403 and the 80k-token HTML at the same time.
July 25, 2026 · 9 min
Most read guides — reader favorites
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How AI Agents Should Read PDFs: 5 Patterns That Survived Production
How agents should navigate documents at production scale, from 39,000+ downloads of one MCP server.
June 24, 2026 · 11 min
How to Ship an MCP Server to Production (Authentication, Safety, and What Breaks)
MCP tutorials stop at tool integration. The real work is auth, guardrails, and untrusted data.
April 11, 2026 · 7 min
How Claude Code Actually Reads PDFs: Lessons from Building an MCP Server
Tool boundaries shape agent behavior more than prompts. What I learned shipping pdf-mcp.
April 04, 2026 · 10 min
How to Build an MCP Server in Python with FastMCP 3.0 (Full Code)
Tools, resources, prompts, SQLite persistence, in-process testing. Under 100 lines of Python.
February 22, 2026 · 9 min
pdf-mcp: How to Handle Large PDFs in Claude Code with MCP
Claude's limits: 100 pages visual, 30MB per file. Hit them? pdf-mcp reads in chunks.
January 31, 2026 · 10 min
Parallel Processing in AWS Lambda with Python: What Actually Works (And What Doesn't)
What threading, multiprocessing, and async actually do inside a Lambda function. Benchmarked.
January 17, 2026 · 4 min
AI Agent API Access: Why Full Permissions Are a Security Risk
Three MCP design patterns from giving an agent full API access. And watching it go wrong.
December 24, 2025 · 4 min
How to Connect a Legacy System to AI Agents Using MCP
How to wrap a legacy Redmine API with MCP. No rewriting, no destabilizing anything.
May 27, 2025 · 6 min
More Articles
01
Why Multi-Column PDFs Scramble Reading Order in RAG
02
How to Evaluate LLM Agents: 5 Patterns That Catch Failures
03
RAG for AI Agents: 6 Decisions That Make or Break Retrieval
04
How One Search Change Eliminated an Entire Agent Step
05
How to Evaluate an MCP Server With an LLM: 17 Bugs Found and Fixed
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How I Built a Serverless Newsletter on AWS for Under $1/Month
Seven Lambdas, two SQS queues, one DynamoDB table. SES for sending. No per-subscriber fee.
June 20, 2026 · 10 min
MCP Tool Sprawl: How I Cut 69 Tools to 43 With a Decorator
Why more MCP tools make agents worse, and the pattern that fixes the surface.
June 13, 2026 · 8 min
How to Deploy a Python MCP Server: Remote HTTP, Auth, and Docker
Take the notes server from localhost STDIO to a secured, containerized HTTP service you can run on any host.
June 09, 2026 · 11 min
Section Chunking vs Page Chunking for AI Agents: ~6 Fewer Tool Calls Per PDF Query
Page-mode PDF search costs 2 to 6 extra tool calls per query depending on the document. Section-aware search delivers...
May 30, 2026 · 10 min
MCP Server Security: 8 Vulnerabilities I Found and Fixed
I audited my MCP server at 3,000 downloads and found 8 vulnerabilities. Every fix is here.
February 25, 2026 · 10 min
Copilot SDK Performance: How I Cut 33% Latency
27 runs, 9 models. Most latency wasn't in inference. It was in avoidable client overhead.
February 01, 2026 · 4 min