Given that Nepal is in the Western news, as can be expected, the kind of media coverage and narratives they'll proliferate will be likely near entirely socialist-agnostic, with all the leftist elements of the given country's historical background stripped out. So here's a primer I wrote with some readings on the background of the Communist Parties in Nepal:
The entryist nature of the major Communist Parties in Nepal aside, the rarity of new leftist successes beyond AES following the end of the Cold War means that the condition of Nepal shouldn't be entirely dismissed out of hand outright, despite their lack of significant achievements following the dissolution of the armed struggle.
The country was an absolute monarchy for most of the Cold War. It slowly transitioned into a constitutional monarchy, a deal where the royals could be expected to retreat to their palace and parasitize off the public budget just like their welfare leech counterparts in Europe. Then, in 2001, their crown prince did a Romanov by going on a shooting massacre against his own family and parents in their palace, gunning down his parents, the reigning king and queen. He then shot himself and his uncle became the new king. This uncle then quickly demonstrated an autocratic obsession with reconsolidating the monarchy's institutional power but this attempt to assert monarchical authority stumbled against the shattered prestige of the Nepalese royalty from the self-inflicted extermination of the royal household. This ultimately led to the complete abolition of the monarchy and the establishment of a republic in 2008.
Meanwhile, as this was happening, there was a Maoist People's War conducted through the leadership of the Communist Party of Nepal-Maoist, after the government's violent suppression of attempted land reform in the 1990s. This period of armed struggle lasted twenty years from 1996 to 2006. In 2006, the CPN-M conceded to liberal reformers by agreeing to a bourgeois liberal republic and a constituent assembly, when the Maoists had the upper hand through its control of most of the countryside. This broke the party's unity and some of its founding members left afterwards, who saw the party as having betrayed its goal of New Democracy. The armed wing of the Party, the People's Liberation Army of Nepal was also disbanded and eventually integrated with the national army of the new bourgeois republic.
This is the major contradiction between the two major Communist Parties: CPN-UML (Unified Marxist-Leninist) and CPN-MC (Maoist Center). There's also a rather plentiful amount of breakaway and splinter Communist Parties, who saw the 2006-8 establishment of the bourgeois republic as a betrayal of the armed struggle and comprador parliamentarianism.
You could say that the electoralist Communist Parties are merely working within the contradictions of the times. The establishment of a true New Democracy and an official Marxist-Leninist state during the 2000s right as the United States had its full attention on the region during its "War on Terror" nearby in Afghanistan would have been unwise. Nevertheless, despite the suppression of land reform in the 1990s having been the catalyst for the Nepalese People's War, there is still no comprehensive land reform in Nepal to this day. This has been directly attributed to the concessions of the CPN-Maoists. Here is a criticism of the current "Land Bank" system, which is more akin to the liberal land reform of post-WW2 granted to Japan and Taiwan by the US' permission as a concession to co-opt and destroy socialist sentiment (only the redistribution of land) than those of a socialist land reform (which entails a comprehensive breakdown of land relations, destruction of the landlord class and their intergenerational communal ties and power base).
Nevertheless, the difference between the Nepalese electoral entryism and that of the West's leftists is their strong territorial control of the countryside and their military power prior to their swerve towards entryist politics which prevented the liberals in the bourgeois republic from suppressing them like what was done to the CPI in Italy and the KKE in Greece or from outright ignoring and sidelining them like what was recently done to the so-called French left coalition NPF by Macron. As such, the only way to suppress the various leftists by the liberals is through the parliamentary system itself. This original leading position in the parliamentary system has now indeed been slowly eroded with the liberal "soc-dem" Nepali Congress party ending with the most seats in the 2022 election.
As for geopolitics, Nepal is essentially the Mongolia of the Himalayas, a country between two larger ones, but with even worse geographical positioning. The majority of the country is near entirely on the southern side of the Himalayas, which means that it is almost completely dependent on India as a route to the sea and as a conduit for trade. It has been subjected to regular Indian interference, especially in its southern territories which are on the Gangetic plain and whose Madhesi ethnic minority population are said to be aligned more in interests with India than Kathmandu generally. India itself views Nepal as essentially a second Bhutan though slightly more "unruly," the latter being essentially an Indian client monarchy whose foreign affairs are completely dictated by New Delhi. The Indian-manufactured annexation of the independent state of Sikkim right next door in 1973 has Nepal's principal foreign policy objective being to avoid that exact same outcome.
In 2015, the newly elected BJP Modi government of India blockaded Nepal following a constitutional reform that, according to it, disfavored the aforementioned Madhesi ethnic minority. India was outraged because its appropriation of ethnic minority constituencies was how it had been able to historically annex Sikkim and this reform weakened its ability to potentially repeat it in Nepal if it ever wanted to utilize that option. India then froze fuel and goods imports into Nepal, demanding that the constitution include clauses of self-determination and an autonomous territory for the Madhesi. This had the potential of a humanitarian disaster in the making as Nepal had just suffered an earthquake earlier in the year and it relied on fuel imports through India for heating in the winter months. It was at this point that Modi's India outplayed its hand and Nepal reached out to China. Nepal agreed to the construction of a railway linking Kathmandu to China's national rail system with China's rail gauge standard as a result of this blackmail. Nevertheless, a near decade long bureaucratic stalling has delayed the railway negotiations and construction which still continues to the present day. It was only in July of 2024 that an agreement was finally signed. As such, over 64% of Nepalese imports come from India and only 13% from China as of 2022, meaning that Nepal is still deeply dependent on India.
It also recently signed, during the Trump I period, the US State Department/USAID program, the Millennium Challenge Compact (also the name of that Bush-era wargame against Iran), controversially allowing for US infiltration of Nepal against China in the New Cold War. It was ratified by Nepal’s then-Communist Party coalition led parliament (Maoist-Centre and United-Socialist) in 2022. Here's a piece that the Tricontinental wrote on this: https://thetricontinental.org/asia/ticaa-issue-1-the-millennium-challenge-corporation/
This external dynamic has had a sizeable dampening influence on the internal willingness of Nepal's Communist Parties to pursue more significant socialist reforms such as the comprehensive land reform that the People's War had been fought for in the 1990s to early 2000s.